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Paper Citation Record · LEDGER

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction

As of 8 August 2026, this Paper Citation Record lists 69 of 69 outbound references and 0 inbound Pith citation observations for arXiv:2608.06013.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2608.06013 v1

Coverage vector

measured 69 of 69 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T19:27:25.060586Z

measured 69 of 69 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

69 of 69 outbound references displayed

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  • verified fuzzy49
  • unresolved19
  • parse uncertain0
  • malformed identifier1
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a6bfaada-8ae4-4bc1-8017-27f1b44cf61d · outbound

This paper cites Emotional artificial intelligence in education: A systematic review and meta- analysis,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Emotional artificial intelligence in education: A systematic review and meta- analysis,

Reference 1

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 61b78a06-78aa-42bb-800a-293a02505e14 · outbound

This paper cites Artificial emotional intelligence: Conven- tional and deep learning approach,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Artificial emotional intelligence: Conven- tional and deep learning approach,

Reference 2

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 9635cf96-4c49-4aae-b5b9-2391310d59e3 · outbound

This paper cites Voice in human–agent interaction,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Voice in human–agent interaction,

Reference 3

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Source-reported events for the cited work

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Observation c6202fa3-925d-47ca-9b17-c9b02c428972 · outbound

This paper cites Emotion-llama: Multimodal emotion recognition and reasoning with instruction tuning,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Emotion-llama: Multimodal emotion recognition and reasoning with instruction tuning,

Reference 4

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 4c06e640-9216-43a1-9880-ead2da93cc2e · outbound

This paper cites Affectgpt: A new dataset, model, and benchmark for emotion understanding with multimodal large language models,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Affectgpt: A new dataset, model, and benchmark for emotion understanding with multimodal large language models,

Reference 5

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation f0aad125-4fac-4869-b045-f0864e419505 · outbound

This paper cites Towards multimodal empathetic response generation: A rich text-speech-vision avatar-based benchmark,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Towards multimodal empathetic response generation: A rich text-speech-vision avatar-based benchmark,

Reference 6

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation f22b8e92-b1e8-4aab-a04f-b1039d0204cc · outbound

This paper cites E3rg: Building explicit emotion-driven empathetic response gen- eration system with multimodal large language model,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction E3rg: Building explicit emotion-driven empathetic response gen- eration system with multimodal large language model,

Reference 7

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 4d8f0d0f-a866-4f92-a47d-23e8b1c86ddd · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 8

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 8ff1312e-e8be-449b-bbd2-69c5c61573f4 · outbound

This paper cites R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Reference 9

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 55f1d98b-d04a-456c-9a8e-a1ddcdc6b087 · outbound

This paper cites Emo-r3: Reflective reinforcement learning for emotional reasoning in multimodal large language models,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Emo-r3: Reflective reinforcement learning for emotional reasoning in multimodal large language models,

Reference 10

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 6d92a104-aaac-41df-bcde-44eeb2a1921c · outbound

This paper cites Facial- r1: Aligning reasoning and recognition for facial emotion analysis,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Facial- r1: Aligning reasoning and recognition for facial emotion analysis,

Reference 11

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raw_fallback, observed 2026-08-07T19:27:26.366963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation c8c314f2-fed1-40c4-8c4e-1eeeeeb60901 · outbound

This paper cites Nano-emox: Unifying multimodal emotional intelligence from per- ception to empathy,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Nano-emox: Unifying multimodal emotional intelligence from per- ception to empathy,

Reference 12

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation c28a5845-d1cc-4b2c-91d0-62fe087c9d83 · outbound

This paper cites Affectgpt-r1: Leveraging reinforcement learning for open-vocabulary multimodal emotion recognition,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Affectgpt-r1: Leveraging reinforcement learning for open-vocabulary multimodal emotion recognition,

Reference 13

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T19:27:24.840309Z digest=sha256:27c136a56c74d004ae03e929015b6bcbd0149b799c892557b075a0ac81eed15c

Observation dc4cc373-4389-4f63-8648-ebd04e00a543 · outbound

This paper cites Reinforce trustworthiness in multimodal emotional support system,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Reinforce trustworthiness in multimodal emotional support system,

Reference 14

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 5c766eaa-198f-4c08-b673-c7edcba4eec9 · outbound

This paper cites Affective interaction and affective computing - past, present and future,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Affective interaction and affective computing - past, present and future,

Reference 15

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 650876d0-72fb-48c6-b659-847167f5d897 · outbound

This paper cites Videmo: Affective-tree reasoning for emotion-centric video foundation models,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Videmo: Affective-tree reasoning for emotion-centric video foundation models,

Reference 16

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 9a524563-ce82-4fe7-8e51-e85f3e8a3ca5 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 17

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 2f30f774-95af-4147-b937-ac0b6ceffbcd · outbound

This paper cites Emotion-Qwen: A Unified Framework for Emotion and Vision Understanding.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Emotion-Qwen: A Unified Framework for Emotion and Vision Understanding

Reference 18

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no resolver link, observed 2026-08-07T19:27:24.860186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 40f34a35-0f09-42cf-87c2-002b6151b5ff · outbound

This paper cites Omni-Emotion: Extending Video MLLM with Detailed Face and Audio Modeling for Multimodal Emotion Analysis.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Omni-Emotion: Extending Video MLLM with Detailed Face and Audio Modeling for Multimodal Emotion Analysis

Reference 19

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no resolver link, observed 2026-08-07T19:27:24.864589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 0002cad8-5ac1-41f2-80af-652b7ad246b2 · outbound

This paper cites Merbench: A unified evaluation benchmark for multimodal emotion recognition,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Merbench: A unified evaluation benchmark for multimodal emotion recognition,

Reference 20

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation d94f712f-4a34-4a13-b2f3-3a7186abc41d · outbound

This paper cites Evolutionary multimodal reasoning via hierarchical semantic representation for intent recognition,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Evolutionary multimodal reasoning via hierarchical semantic representation for intent recognition,

Reference 21

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raw_fallback, observed 2026-08-07T19:27:26.297552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 40fee8ef-9625-44db-adcd-9976b4b8ae8f · outbound

This paper cites Ecommir: To- wards intelligent multimodal intent recognition in e-commerce dialogue systems,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Ecommir: To- wards intelligent multimodal intent recognition in e-commerce dialogue systems,

Reference 22

Resolution
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raw_fallback, observed 2026-08-07T19:27:26.285848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 9c8a0aa0-2a86-4f19-a4ad-bf3839a1c1ed · outbound

This paper cites Emotion-coherent reasoning for multimodal llms via emotional rationale verifier,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Emotion-coherent reasoning for multimodal llms via emotional rationale verifier,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:27:26.274698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 3270088e-172d-4f7b-95dc-87473dfc8f31 · outbound

This paper cites Empathy level alignment via reinforcement learning for empathetic response generation,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Empathy level alignment via reinforcement learning for empathetic response generation,

Reference 24

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verified fuzzy
raw_fallback, observed 2026-08-07T19:27:26.262325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 45f28e3b-4ba2-4c17-a6ae-9b531f904aec · outbound

This paper cites Ecr-chain: Advancing generative language models to better emotion-cause reasoners through reasoning chains,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Ecr-chain: Advancing generative language models to better emotion-cause reasoners through reasoning chains,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:27:26.250960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 1f103c31-4885-4185-a61b-f21d837e35d3 · outbound

This paper cites Psyche-R1: Towards Reliable Psychological LLMs through Unified Empathy, Expertise, and Reasoning.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Psyche-R1: Towards Reliable Psychological LLMs through Unified Empathy, Expertise, and Reasoning

Reference 26

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation aa9c4233-be00-47c8-a061-2802adc591a2 · outbound

This paper cites Dfew: A large-scale database for recognizing dynamic facial expressions in the wild,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Dfew: A large-scale database for recognizing dynamic facial expressions in the wild,

Reference 27

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 8e1cc816-4d74-4bb0-9773-b73d153d9d73 · outbound

This paper cites Mer 2025: When affective computing meets large language models,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Mer 2025: When affective computing meets large language models,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:27:26.229043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 3352ba96-cb57-4e7f-9ad2-543360484f7d · outbound

This paper cites Mintrec: A new dataset for multimodal intent recognition,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Mintrec: A new dataset for multimodal intent recognition,

Reference 29

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raw_fallback, observed 2026-08-07T19:27:26.217514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 2e0bcda3-d2b2-4704-a852-71a14c6a32ed · outbound

This paper cites Mintrec2.0: A large-scale benchmark dataset for multimodal intent recognition and out-of-scope detection in conversations,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Mintrec2.0: A large-scale benchmark dataset for multimodal intent recognition and out-of-scope detection in conversations,

Reference 30

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raw_fallback, observed 2026-08-07T19:27:26.205627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 528bd816-2a74-4b44-98a1-0c84d3c34f89 · outbound

This paper cites Towards multimodal sarcasm detection (an obviously perfect paper),.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Towards multimodal sarcasm detection (an obviously perfect paper),

Reference 31

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raw_fallback, observed 2026-08-07T19:27:26.193396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 123f0c90-b5eb-47d9-8c3f-9a269b4363a3 · outbound

This paper cites UR-FUNNY: A multimodal lan- guage dataset for understanding humor,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction UR-FUNNY: A multimodal lan- guage dataset for understanding humor,

Reference 32

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raw_fallback, observed 2026-08-07T19:27:26.181593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T19:27:24.911998Z digest=sha256:a2e8e89210286cbc29550455f6342fee7104c3af7973f56551a87616c293c68c

Observation ec664026-5266-41a8-8062-32d6b1da6984 · outbound

This paper cites Beyond empathy: Integrating diagnostic and therapeutic reasoning with large language models for mental health counseling,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Beyond empathy: Integrating diagnostic and therapeutic reasoning with large language models for mental health counseling,

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-07T19:27:24.915577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T19:27:24.915577Z digest=sha256:8e939a543f04334d85df219a7ce5a70df8dba773d55cda03ad9beace3202c196

Observation 5cae0e59-5b30-4014-8408-3b2b64254a2d · outbound

This paper cites Seed2.0: Towards intelligence frontier for real- world complex tasks,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Seed2.0: Towards intelligence frontier for real- world complex tasks,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:27:26.168889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T19:27:24.918952Z digest=sha256:99a69f4ad0b72d47400344aab1ed344d85d62a7330b5bba229f42793855e0842

Observation f63227b0-a66f-4390-a6e0-d083d58252cb · outbound

This paper cites An argument for basic emotions,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction An argument for basic emotions,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:27:26.157343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T19:27:24.922619Z digest=sha256:0f0cedb7b4b2fde66435320e0858355c0d37f2f42daae1e071d3abe4d0a4a45d

Observation ec4170fe-0523-4141-92ed-53c1ac333ab1 · outbound

This paper cites A two-stage model for the appreciation of jokes and cartoons: An information-processing analysis,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction A two-stage model for the appreciation of jokes and cartoons: An information-processing analysis,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:27:26.145371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T19:27:24.926493Z digest=sha256:0a5d3e911d43bbc812dd2a77c4ba8b6041f059ae9ed4ac28a261e6fc4eca8718

Observation cda8d6bb-b7f3-46eb-8403-d6330a3547e7 · outbound

This paper cites an unresolved cited work.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-07T19:27:26.133445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T19:27:24.929880Z digest=sha256:1544d79de4379d49e29f7ba202095e2a5ce58929f02efba47c9ea99f1fdc510e

Observation 767a44cc-fae9-4b18-a728-d6a866fe4f65 · outbound

This paper cites On the pretense theory of irony,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction On the pretense theory of irony,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:27:26.122575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T19:27:24.933376Z digest=sha256:f1040d5f76964e76aaa89c6bbae14a54a82ea1bce76b112ed7111d6b4f633db2

Observation a2354324-5b21-4f28-9615-e70ac846a200 · outbound

This paper cites an unresolved cited work.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Unresolved cited work

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-07T19:27:24.936886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T19:27:24.936886Z digest=sha256:cd5a85cc6480d8df8023cfc6e52be3c359a5b996806d54af411d27ae61458da8

Observation b4132aed-2d6a-4be3-a48b-3d3d80217b2a · outbound

This paper cites Washington, DC: American Psychiatric Association Publishing, 2013.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Washington, DC: American Psychiatric Association Publishing, 2013

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:27:26.104843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T19:27:24.940678Z digest=sha256:5fb6072ab9f770ce54deb4d64e67991483ed81a853fba0b375a4bacde9b17038

Observation 216c8297-50b0-481a-8104-1d6b0c106cd8 · outbound

This paper cites Geneva, Switzerland: World Health Organization, 2022.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Geneva, Switzerland: World Health Organization, 2022

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:27:26.093079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T19:27:24.944858Z digest=sha256:6faffaccab50684ef53e0a313ecf75cb8b668a0b8573cfc890305938955e719b

Observation 9ec15474-3cfa-447b-8287-00cf09520086 · outbound

This paper cites an unresolved cited work.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-07T19:27:26.080334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T19:27:24.948517Z digest=sha256:73b65aba9ea64680d384a4736718d98a81d967fe3e4134449639ead2d8b241a8

Observation d15e1214-f37d-43b3-aa21-a3a26b61aab0 · outbound

This paper cites an unresolved cited work.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-07T19:27:26.069109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T19:27:24.952581Z digest=sha256:5c873ccefefeac32224e4f7c8be5f28337c2c4c47a611557c93001a3b722df25

Observation 278ad646-ada4-4c5a-9253-e55e595b01cf · outbound

This paper cites On-policy rl meets off-policy experts: Harmonizing supervised fine-tuning and reinforcement learning via dynamic weighting,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction On-policy rl meets off-policy experts: Harmonizing supervised fine-tuning and reinforcement learning via dynamic weighting,

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-07T19:27:24.956795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T19:27:24.956795Z digest=sha256:5ef84ca816af91b88f2f8b036fe5cba53e6aabbc34f49170c5d8624d68c7a3e1

Observation c7941c7f-e446-440c-b62e-71de8ea94d4e · outbound

This paper cites Sentence-BERT: Sentence embeddings using Siamese BERT-networks,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Sentence-BERT: Sentence embeddings using Siamese BERT-networks,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:27:26.057210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T19:27:24.960993Z digest=sha256:5b30adaf5a6a9a02cf09328e9cee3bc6ae20d900bff20a6f400655521d6225f0

Observation 16e86cf0-e68c-453f-8986-353057da093f · outbound

This paper cites Mosi: Multimodal corpus of sentiment intensity and subjectivity analysis in online opinion videos,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Mosi: Multimodal corpus of sentiment intensity and subjectivity analysis in online opinion videos,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:27:26.044999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T19:27:24.965094Z digest=sha256:a459a0e0a879748d68c6595c4447baca5b9a512645f9742cd2971f2e7fa8aa4a

Observation db1cf503-d98c-42c8-9108-95891ec46602 · outbound

This paper cites Multimodal language analysis in the wild: Cmu-mosei dataset and interpretable dynamic fusion graph,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Multimodal language analysis in the wild: Cmu-mosei dataset and interpretable dynamic fusion graph,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:27:26.032531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T19:27:24.969089Z digest=sha256:cffb0ff2bedfef7430b34ee02b240a9d2eb8b1c0d4b99ea2c249bce23e71fdc3

Observation f1173df1-c60b-4941-841b-222d641e7c61 · outbound

This paper cites Ch- sims: A chinese multimodal sentiment analysis dataset with fine-grained annotation of modality,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Ch- sims: A chinese multimodal sentiment analysis dataset with fine-grained annotation of modality,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:27:26.019772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T19:27:24.973053Z digest=sha256:66818b6e3cc07f3e5348a72ff7a51e02e6ce92998680dd5c8d42d9afcd449a3d

Observation c17fedce-9ad2-44b0-ac95-4470bc6ef50a · outbound

This paper cites Make acoustic and visual cues matter: Ch-sims v2. 0 dataset and av-mixup consistent module,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Make acoustic and visual cues matter: Ch-sims v2. 0 dataset and av-mixup consistent module,

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:27:26.007936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T19:27:24.977188Z digest=sha256:a4aaefe0d0efe90ecfef4cb623bf0ebcba503b41ac5fea87255aaf9d29bf5477

Observation e45d6aab-bb7b-4355-ad49-2b06331c0d60 · outbound

This paper cites Mer 2023: Multi-label learning, modality robustness, and semi-supervised learning,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Mer 2023: Multi-label learning, modality robustness, and semi-supervised learning,

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:27:25.995866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T19:27:24.980838Z digest=sha256:b5d3da6c6ea2b133573c36f78542841705aced6b72602f5bc71daf2f30a98969

Observation 74c14624-f3d8-4a84-b851-cdc43ab96b3f · outbound

This paper cites Mer 2024: Semi-supervised learning, noise robustness, and open-vocabulary multimodal emotion recognition,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Mer 2024: Semi-supervised learning, noise robustness, and open-vocabulary multimodal emotion recognition,

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:27:25.985112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T19:27:24.984795Z digest=sha256:78e93348a0b67822c708ae3ddc1f311ae37dfaf50a53c4dd1f522115dcb0fdb1

Observation f15c394e-59f0-4c0d-a6c2-37b155c33c25 · outbound

This paper cites MELD: A multimodal multi-party dataset for emotion recognition in conversations,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction MELD: A multimodal multi-party dataset for emotion recognition in conversations,

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:27:25.974419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T19:27:24.988046Z digest=sha256:fc37534a711c8fec337eed20328f8ec0ea456d9310c76182707e777d1428c224

Observation 1ec2e407-17f8-477e-bb10-879f001d7112 · outbound

This paper cites Iemocap: Interactive emotional dyadic motion capture database,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Iemocap: Interactive emotional dyadic motion capture database,

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-07T19:27:24.991931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T19:27:24.991931Z digest=sha256:76bcb5c0af5f28ed367505a1fc5be7f33c07a782f1d791d13e1f1b5b2536b88c

Observation abdee1c9-c765-49fd-a7fd-276d0bbb1b00 · outbound

This paper cites Ov-mer: Towards open-vocabulary multimodal emotion recognition,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Ov-mer: Towards open-vocabulary multimodal emotion recognition,

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:27:25.956275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T19:27:24.995773Z digest=sha256:dc4eaf00b28b20db2924777746160f5434710623cd605b17de95b15808b258a2

Observation 79744e17-a279-4894-bc30-f0ffd47c2dd8 · outbound

This paper cites MiniCPM-V: A GPT-4V Level MLLM on Your Phone.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction MiniCPM-V: A GPT-4V Level MLLM on Your Phone

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-07T19:27:24.999419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T19:27:24.999419Z digest=sha256:1828f87c118f33996c53484bc358098869d4f9d76812a144edb5178102ed7d48

Observation c2c19d51-d9f2-4e61-93d9-bdb62d984f36 · outbound

This paper cites InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-07T19:27:25.004027Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T19:27:25.004027Z digest=sha256:f17e823935772ab4945771e2ef11fd8f0ec8aa5e98255a8a3409db5bf69b1a5d

Observation aaae876e-7b4c-4edc-9a07-5da4178fdb41 · outbound

This paper cites Qwen3.5: Towards native multimodal agents,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Qwen3.5: Towards native multimodal agents,

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:27:25.944696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T19:27:25.008373Z digest=sha256:b09a7fe5039044563cccd5a72f55bf591e1eb375acb0ddcceb31333a216b01d9

Observation 02d6f19e-37d8-44f5-87ab-a9af276acf03 · outbound

This paper cites Qwen2.5-VL Technical Report.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Qwen2.5-VL Technical Report

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-07T19:27:25.012368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T19:27:25.012368Z digest=sha256:cc4e6356905cb345b0b88b70d7fce0f7762ccbb5bf5023c931464556fdfa3b39

Observation 019528c1-7e94-4698-86ea-5ad52f87cd1c · outbound

This paper cites Qwen3-VL Technical Report.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Qwen3-VL Technical Report

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-07T19:27:25.016728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T19:27:25.016728Z digest=sha256:3080163cf0dda0af5069fbe9547dbde8313820ca162605c459f470b0b2cdd045

Observation f93d8bf6-d09e-438f-9968-603c8bb60f13 · outbound

This paper cites Cosmos 3: Omnimodal World Models for Physical AI.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Cosmos 3: Omnimodal World Models for Physical AI

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-07T19:27:25.020729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T19:27:25.020729Z digest=sha256:809f65a70588ea671da9b7f89c021ab579ef7214f8fc5012542b5128ca4009ac

Observation c5c0d69b-e4cc-4cc1-9551-6c2aa95cb644 · outbound

This paper cites Gpt-5 system card,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Gpt-5 system card,

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:27:25.932517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T19:27:25.024851Z digest=sha256:18088bd4adaaa18cc32add3537e7e42feb33a2db8e9871cfcda5273de43e96d6

Observation 8eeb08d1-ad47-43b9-a7f4-8a0ddce3ad15 · outbound

This paper cites Gemini 3.1 pro: A smarter model for your most complex tasks,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Gemini 3.1 pro: A smarter model for your most complex tasks,

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:27:25.919719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T19:27:25.029514Z digest=sha256:7904cfc8cf7d53e73f48fd09642ce40aa58e6d40196f528689b37ec2987fd4bd

Observation 8793c89c-59e8-4c73-8e43-5a45d5893af1 · outbound

This paper cites Mimo-v2.5-pro: Model card,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Mimo-v2.5-pro: Model card,

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:27:25.908078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T19:27:25.033329Z digest=sha256:7234bba4b22079f2b0fdb1e0623cf286a75195c8c0dfc65353cfa3a4406d0b88

Observation 5880ca37-f999-4dc4-87a3-8133d208a614 · outbound

This paper cites Cem: Commonsense-aware empathetic response generation,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Cem: Commonsense-aware empathetic response generation,

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:27:25.895547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T19:27:25.037345Z digest=sha256:c20670f189f70a21df9a8ce7a7ce1501e8e228c3e7e7cf11bdd91a2de0499333

Observation bcbb15a2-a32e-47ed-ad30-32e0dd93811a · outbound

This paper cites ESC-eval: Evaluating emotion support conversations in large language models,.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction ESC-eval: Evaluating emotion support conversations in large language models,

Reference 65

Resolution
malformed identifier
raw_fallback, observed 2026-08-07T19:27:25.882879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T19:27:25.041962Z digest=sha256:6b3f9b48cf51ac8e2d4e5a4d5a0871c7164a81364df8b6b50a337354a511e09b

Observation d277087e-641b-4fdd-8e6e-53328486c43e · outbound

This paper cites Penalize fabricated observations, invented events, or contradictions.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Penalize fabricated observations, invented events, or contradictions

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:27:25.869991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T19:27:25.047120Z digest=sha256:8134c6c432eeec733bebada81a03760a5169d8d4304b81edbbb7ac9b017d02bd

Observation ec001f20-c85a-40f1-866b-862af932c459 · outbound

This paper cites The answer must naturally follow from the reasoning (convergence for single-label; logical support for open-label).

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction The answer must naturally follow from the reasoning (convergence for single-label; logical support for open-label)

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:27:25.857198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T19:27:25.052330Z digest=sha256:52598e631ff3773bb696c6f4f87e35b9a75506a2fac3dc758c93be2302ef4e51

Observation b6738bf5-5ef8-49cc-85e1-209ab2d0bfc4 · outbound

This paper cites Focus on capturing the user’s situation, emotional state, core conflict, needs, and drivers.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Focus on capturing the user’s situation, emotional state, core conflict, needs, and drivers

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:27:25.843501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T19:27:25.056596Z digest=sha256:a7e7529d51dc14b994c13080fcb14ee6d2e06d8c38cb946c54642f6ca19e7b05

Observation 0f5a8007-fa9c-4adc-b05c-98d407fd2623 · outbound

This paper cites I’m sorry to hear that.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction I’m sorry to hear that

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:27:25.830832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T19:27:25.060586Z digest=sha256:4039be9dd0160cd3cbdbc7d88ba55f9080d3543a0f7fe02badee4e8ae1f6c07f

Pith citing papers

No inbound Pith citation observations are available.